{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "07ccfbc1-bc83-43bf-849e-4c49c5c1bbb3",
   "metadata": {},
   "source": [
    "# matplotlib 入门"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "526e8e80-0c29-44fc-82bd-a5fcffe785ac",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "573b814c-fb61-40e3-8934-ea6acf531b7c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 1, 2, 3, 4, 5, 6, 7, 8, 9])"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = np.arange(10)\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c2380b5c-dca9-44ad-909e-be36b9a18178",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f006718bc70>]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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+3IVhQL/YCLIz0ugTG2H2NPFBCgsRER9WZq9jam4+P+w9AcCEofHMvSGJ0CCbycvEVyksRER81JqSY8xYVsCJmnrCg2zMvyWZm1K7mj1LfJzCQkTExzQ6XTy3qoSXv9oNQP/OkSzOSKNnxzYmLxN/oLAQEfEhh0+dZmpuPhv3nwTgjgu68fsxAwgJ1NGHtA6FhYiIj/iiuIyZyws5VdtARHAAWbcmc/2gLmbPEj+jsBAR8XINThdPf1LMq9/sBSC5axTZGWl0jw43eZn4I4WFiIgXKz1Ry5TcfApKTwFw14gezL4ukeAAHX2IORQWIiJe6tOtR3lwRSH2ukYiQwJ4+rYUrhnYyexZ4ucUFiIiXsbR6CTro2L+tm4fACnxbcmemEZ8+zBzh4mgsBAR8Sr7j9cwOSefokOVANx7cQIPjk4kKMBq8jKRv1NYiIh4iQ83H2HWys1UORppGxbIs7elMGpArNmzRH5EYSEi4uHqGpw88eE23vj+AACDu7dj0cQ0urQNNXmZyL9SWIiIeLC9FTVkLslj2xE7APdd1ouZV/Ul0KajD/FMCgsREQ/1bsEhHnmriJp6J+3Dg3h+fAqX9Ysxe5bIL1JYiIh4mNP1Tua9v5WlG0oBGJbQnoUT0ugUFWLyMpFfp7AQEfEgu8qryFySz46yKiwWmHJ5b6Ze2YcAHX2Il1BYiIh4iDc3HWTOO1s43eCkQ5tgXrw9lYv6dDB7lkiTNDmBDx06xB133EF0dDShoaEkJyezcePGltgmIuIXausbuX95IQ+sKOR0g5MRvaL5aNpFigrxSk16xOLkyZOMHDmSyy+/nI8//piOHTuyc+dO2rVr11L7RER82o6jVWTm5LGrvBqrBaaP6kvm5b2xWS1mTxNpliaFxYIFC4iPj+e11147c1lCQoLbR4mI+DrDMFi+sZTH3t2Ko9FFTEQwL01I48Je0WZPEzkvTToKee+99xgyZAjjxo0jJiaGtLQ0Xn311V+8jsPhwG63/+hNRMSfVTsambGsgIdXFuFodHFJ3458NO1iRYX4hCaFxZ49e3j55Zfp06cPn376Kffddx9Tp07l9ddfP+t1srKyiIqKOvMWHx9/3qNFRLzVtsN2bly0lncKDmOzWnjomn787a6hdGgTbPY0EbewGIZhnOs7BwUFMWTIENatW3fmsqlTp7Jhwwa+++67n72Ow+HA4XCc+W+73U58fDyVlZVERkaex3QREe9hGAZLfjjAHz7YRn2ji85RISycmMbQHu3NniZyTux2O1FRUb96/92k51h07tyZAQMG/Oiy/v37s3LlyrNeJzg4mOBglbiI+C97XQOz3yriw81HALgiMYbnxqXQLjzI5GUi7teksBg5ciQ7duz40WUlJSV0797draNERHxF0cFKMnPyOHCilgCrhYevSeQ/LkrAqp/6EB/VpLCYMWMGI0aMYP78+YwfP57169fzyiuv8Morr7TUPhERr2QYBq+v28f8j4qpd7ro2jaURRlppHfTj+eLb2vScywAPvjgA2bPns3OnTtJSEhg5syZ3Hvvved8/XM9oxER8VaVtQ08tLKQT7eWAXD1gFieuS2FqLBAk5eJNN+53n83OSzOl8JCRHxZ/oGTTMnN5+DJ0wTaLDxyXX/uGtEDi0VHH+LdWuTJmyIi8vMMw+Cva/fy1MfFNLoMurUPIzsjjUFxbc2eJtKqFBYiIufpZE09D6woZHVxOQDXJXfiqVsHERmiow/xPwoLEZHzsGn/Cabk5HO4so6gACtzrh/AHcO76ehD/JbCQkSkGVwugz9/vYdnP9uB02WQ0CGc7Iw0krpEmT1NxFQKCxGRJjpe7WDm8kLWlBwD4MaULsy/JZk2wfqWKqKvAhGRJvhhz3GmLs2nzO4gOMDKvBuTuH1ovI4+RP5BYSEicg6cLoM/frmLFz4vwWVAr47hLJ6UTmIn/di8yD9TWIiI/IpjVQ5mLCtg7a4KAG5J78rjNw0kXEcfIv9CXxUiIr9g3a4Kpi4toKLaQWigjcfHDuS2wXFmzxLxWAoLEZGf4XQZvLR6J4u+2IlhQN/YNizOSKdPbITZ00Q8msJCROQnyux1TFuaz/d7TgAwYWg8c29IIjTIZvIyEc+nsBAR+SdflxxjxrICjtfUEx5kY/4tydyU2tXsWSJeQ2EhIgI0Ol08v6qEP361G4D+nSNZnJFGz45tTF4m4l0UFiLi945UnmZqbj4b9p0EYNLwbsy5fgAhgTr6EGkqhYWI+LUvisu4f3khJ2sbaBMcwFO3JnP9oC5mzxLxWgoLEfFLDU4Xz3y6g1e+3gNActcosjPS6B4dbvIyEe+msBARv3PwZC1TcvPJP3AKgLtG9GD2dYkEB+joQ+R8KSxExK98tvUoD6woxF7XSGRIAE/flsI1AzuZPUvEZygsRMQv1De6yPp4O699uw+AlPi2ZE9MI759mLnDRHyMwkJEfN6B47VMzs1j88FKAO69OIEHRycSFGA1eZmI71FYiIhP+6joCA+/uZkqRyNtwwJ59rYURg2INXuWiM9SWIiIT6prcPLkh9v57+/3AzC4ezsWTkyja9tQk5eJ+DaFhYj4nL0VNUzOyWPrYTsA913Wi5lX9SXQpqMPkZamsBARn/Je4WFmr9xMTb2T9uFBPD8+hcv6xZg9S8RvKCxExCfUNTiZ9/42ctcfAGBYQnsWTkijU1SIyctE/IvCQkS83q7yaibn5FF8tAqLBSZf3ptpV/YhQEcfIq1OYSEiXu2tvIP8/p0t1NY76dAmmBdvT+WiPh3MniXitxQWIuKVausbmfvuVlZsOgjAiF7RvDghlZgIHX2ImElhISJep6Ssiswleewsr8ZqgWlX9mXyFb2xWS1mTxPxewoLEfEahmGwYuNBHntvC3UNLmIignlpQhoX9oo2e5qI/IPCQkS8Qo2jkUffLuKdgsMAXNynAy/cnkqHNsEmLxORf6awEBGPt+2wnck5eeypqMFmtTDzqr7cd2kvrDr6EPE4CgsR8ViGYZCz/gDz3t9GfaOLzlEhLJyYxtAe7c2eJiJnobAQEY9UVdfA7LeK+GDzEQCuSIzh2XEptA8PMnmZiPwShYWIeJwthyrJzMlj//FaAqwWHrqmH7+5qKeOPkS8gMJCRDyGYRj8v+/28+SH26l3uujaNpRFGWmkd2tn9jQROUcKCxHxCJWnG3j4zc18svUoAFcNiOXZ21KICgs0eZmINIXCQkRMV1B6isk5eRw8eZpAm4XZ1/bn7pE9sFh09CHibRQWImIawzD469q9LPikmAanQXz7ULInppMS39bsaSLSTAoLETHFqdp6Hlixmc+3lwFwXXInnrp1EJEhOvoQ8WYKCxFpdZv2n2RKTh6HK+sIslmZc31/7rigu44+RHyAwkJEWo3LZfDKN3t45tMdOF0GPaLDyM5IZ2DXKLOniYibKCxEpFUcr3Zw/4pCvtpxDIAbU7ow/5Zk2gTr25CIL9FXtIi0uPV7TzAlN48yu4PgACv/dWMSE4bG6+hDxAcpLESkxbhcBn/8ahfPryrBZUDPjuEszkinf+dIs6eJSAtRWIhIizhW5WDm8gK+2VkBwC1pXXl87EDCdfQh4tP0FS4ibrduVwXTlhVwrMpBaKCNP9yUxLgh8WbPEpFWoLAQEbdxugwWrt7Jwi92YhjQN7YNizPS6RMbYfY0EWklCgsRcYtyex3Tlhbw3Z7jANw+JJ7/ujGJ0CCbyctEpDUpLETkvH2z8xgzlhVQUV1PWJCN+TcnMzatq9mzRMQECgsRabZGp4sXP9/J4q92YRiQ2CmCxZPS6dWxjdnTRMQkCgsRaZYjlaeZllvA+n0nAJg0vBtzrh9ASKCOPkT8mcJCRJrsy+JyZi4v4GRtA22CA8i6JZkbUrqYPUtEPIDCQkTOWYPTxbOf7uDPX+8BYGDXSLInptOjQ7jJy0TEUygsROScHDp1mik5eeQdOAXAXSN6MPu6RIIDdPQhIv9LYSEiv2rVtjIeWFFI5ekGIkICeOa2QVwzsLPZs0TEAyksROSs6htdPPVxMf/3270ApMRFkZ2RTnz7MJOXiYinUliIyM8qPVHL5Jw8Cg9WAvAfFyXw8DWJBAVYTV4mIp5MYSEi/+KTLUd48M3NVNU1EhUayLPjUrhqQKzZs0TECygsROSMugYnWR9t5/Xv9gOQ3q0tizLS6do21ORlIuItFBYiAsC+ihoyc/LYetgOwG8v7ckDV/cj0KajDxE5dwoLEeH9wsPMfquIakcj7cODeG58Cpf3izF7loh4IYWFiB+ra3Dyhw+2kfPDAQCG9WjPwolpdIoKMXmZiHgrhYWIn9p9rJrMJXkUH63CYoHJl/dm2pV9CNDRh4ich/P6DvLUU09hsViYPn26m+aISGt4O/8gNyxaS/HRKjq0CeL/3TOM+6/up6gQkfPW7EcsNmzYwJ///GcGDRrkzj0i0oJO1zuZ+94Wlm88CMCFPaN5aUIqMZE6+hAR92jW/55UV1czadIkXn31Vdq1a+fuTSLSAnaWVXFj9lqWbzyIxQLTR/Xhjd8MV1SIiFs1KywyMzMZM2YMo0aN+tX3dTgc2O32H72JSOsxDIPlG0u5IXstO8ur6RgRzJLfDGf6qL7YrBaz54mIj2nyUcjSpUvJy8tjw4YN5/T+WVlZzJs3r8nDROT81TgamfPOFt7KPwTAxX068MLtqXRoE2zyMhHxVU16xKK0tJRp06axZMkSQkLO7eHT2bNnU1lZeeattLS0WUNFpGm2H7FzQ/Za3so/hNUCD47ux+t3D1NUiEiLshiGYZzrO7/zzjvcfPPN2Gy2M5c5nU4sFgtWqxWHw/GjP/s5drudqKgoKisriYyMbP5yEflZhmGQu76Uee9vxdHoolNkCAsnpjEsob3Z00TEi53r/XeTjkKuvPJKioqKfnTZ3XffTWJiIg8//PCvRoWItKyqugYeeXsL7xceBuCyfh15fnwq7cODTF4mIv6iSWERERHBwIEDf3RZeHg40dHR/3K5iLSuLYcqmZyTx77jtdisFh4a3Y97L+6JVU/QFJFWpFfeFPFyhmHw39/v54kPtlPvdNG1bSgLJ6YxuLt+FFxEWt95h8VXX33lhhki0hyVpxuY/dZmPio6CsCo/rE8O24QbcN09CEi5tAjFiJeqrD0FJNz8yg9cZpAm4VZ1/bnnpE9sFh09CEi5lFYiHgZwzD4v9/u46mPt9PgNIhvH0r2xHRS4tuaPU1ERGEh4k1O1dbzwIrNfL69DIBrB3biqVsHERUaaPIyEZG/U1iIeIlN+08yNTefQ6dOE2Sz8vvr+/NvF3TX0YeIeBSFhYiHc7kMXv1mD898uoNGl0H36DAWZ6QzsGuU2dNERP6FwkLEg52oqef+5QV8ueMYANcP6kzWLclEhOjoQ0Q8k8JCxEOt33uCqbn5HLXXERxgZe4NSUwcFq+jDxHxaAoLEQ/jchm8vGY3z68qweky6NkxnMUZ6fTvrN+tIyKeT2Eh4kEqqh3MWFbANzsrALglrSuPjx1IeLC+VEXEO+i7lYiHWLe7gmlLCzhW5SAk0MofbhrIuMFxOvoQEa+isBAxmdNlsOiLnSxcvROXAX1i2rB4Ujp9YyPMniYi0mQKCxETldvrmL6sgHW7jwMwfkgc824cSGiQzeRlIiLNo7AQMck3O48xY1kBFdX1hAXZeGLsQG5JjzN7lojIeVFYiLSyRqeLFz/fyeKvdmEYkNgpguyMdHrHtDF7mojIeVNYiLSio5V1TM3NZ/2+EwBkDO/GY9cPICRQRx8i4hsUFiKt5Msd5dy/vJATNfW0CQ5g/i3J3JjSxexZIiJupbAQaWENThfPfraDP6/ZA0BSl0gWZ6TTo0O4yctERNxPYSHSgg6dOs2UnDzyDpwC4M4LuzP7uv46+hARn6WwEGkhq7aV8cCKQipPNxAREsDTtw7i2uTOZs8SEWlRCgsRN6tvdLHgk2L+unYvAClxUSyamE636DCTl4mItDyFhYgblZ6oZXJuPoWlpwC4Z2QCs65NJCjAau4wEZFWorAQcZNPthzhwTc3U1XXSFRoIM+OS+GqAbFmzxIRaVUKC5Hz5Gh0Mv/D7bz+3X4A0ru1ZeHENOLa6ehDRPyPwkLkPOyrqGFybh5bDtkB+O2lPXng6n4E2nT0ISL+SWEh0kzvFx5m9ltFVDsaaRcWyPPjU7k8McbsWSIiplJYiDRRXYOTP3ywjZwfDgAwtEc7Fk5Mo3NUqMnLRETMp7AQaYLdx6rJXJJH8dEqLBbIvKw300f1IUBHHyIigMJC5Jy9nX+QR9/eQm29k+jwIF6ckMrFfTqaPUtExKMoLER+xel6J3Pf28LyjQcBuLBnNC9NSCUmMsTkZSIinkdhIfILdpZVkZmTR0lZNRYLTLuyD1Ou6IPNajF7moiIR1JYiJzFio2lzHl3C3UNLjpGBPPShFRG9Opg9iwREY+msBD5iRpHI3Pe3cJbeYcAuLhPB54fn0rHiGCTl4mIeD6Fhcg/2X7EzuScPHYfq8Fqgfuv7sd9l/bCqqMPEZFzorAQAQzDIHd9KfPe34qj0UWnyBAWTkxjWEJ7s6eJiHgVhYX4vaq6Bh55ewvvFx4G4LJ+HXl+fCrtw4NMXiYi4n0UFuLXthyqZHJOHvuO12KzWnhodD/uvbinjj5ERJpJYSF+yTAM3vh+P49/sJ16p4suUSEsykhncPd2Zk8TEfFqCgvxO/a6Bmat3MxHRUcBGNU/lmfHDaJtmI4+RETOl8JC/Eph6Skm5+ZReuI0gTYLD1+TyH9clIDFoqMPERF3UFiIXzAMg9e+3UfWx9tpcBrEtQslOyOd1Pi2Zk8TEfEpCgvxeadq63nwzc2s2lYGwDVJnVhw2yCiQgNNXiYi4nsUFuLT8g6cZEpOPodOnSbIZuX31/fn3y7orqMPEZEWorAQn+RyGfxl7R6e/mQHjS6D7tFhLM5IZ2DXKLOniYj4NIWF+JwTNfU8sKKQL4rLAbh+UGeybkkmIkRHHyIiLU1hIT5lw74TTM3N50hlHUEBVv7rhiQmDovX0YeISCtRWIhPcLkMXl6zm+dXleB0GfTsEM7iSen07xxp9jQREb+isBCvV1HtYMayAr7ZWQHAzWldeWLsQMKD9ektItLa9J1XvNp3u48zbWk+5VUOQgKt/OHGgYwbEqejDxERkygsxCs5XQbZX+zipdUluAzoE9OGxZPS6RsbYfY0ERG/prAQr1NeVcf0pQWs230cgHGD45h3UxJhQfp0FhExm74Ti1dZu7OC6cvyqaiuJyzIxhNjB3JLepzZs0RE5B8UFuIVGp0uXlq9k+wvd2EYkNgpguyMdHrHtDF7moiI/BOFhXi8o5V1TF2az/q9JwCYOKwbc28YQEigzeRlIiLyUwoL8Whf7Shn5vJCTtTUEx5kI+vWQdyY0sXsWSIichYKC/FIDU4Xz31Wwp/W7AYgqUsk2RnpJHQIN3mZiIj8EoWFeJzDp04zJTefTftPAvDvF3bnkev66+hDRMQLKCzEo3y+rYwH3izkVG0DEcEBLLhtENcldzZ7loiInCOFhXiE+kYXT39SzF/W7gVgUFwU2RPT6RYdZvIyERFpCoWFmK70RC2Tc/MpLD0FwD0jE5h1bSJBAVZzh4mISJMpLMRUn2w5ykNvFmKvayQyJIBnx6VwdVIns2eJiEgzKSzEFI5GJ1kfFfO3dfsASOvWlkUT04hrp6MPERFvprCQVrf/eA2Tc/IpOlQJwG8v6ckDo/sRaNPRh4iIt1NYSKv6cPMRZq3cTJWjkXZhgTw3PoUrEmPNniUiIm6isJBWUdfg5IkPt/HG9wcAGNqjHQsnptE5KtTkZSIi4k5Neuw5KyuLoUOHEhERQUxMDGPHjmXHjh0ttU18xJ5j1dz8x3VnouJ3l/Ui994LFBUiIj6oSWGxZs0aMjMz+f7771m1ahUNDQ1cffXV1NTUtNQ+8XLvFhzihkVr2X7ETnR4EK/fM4yHrkkkQM+nEBHxSRbDMIzmXvnYsWPExMSwZs0aLrnkknO6jt1uJyoqisrKSiIjI5v7ocXDna53Mu/9rSzdUArABT3b89KENGIjQ0xeJiIizXGu99/n9RyLysq/P6u/ffv2Z30fh8OBw+H40TDxbbvKq8hcks+OsiosFph6RR+mXtkHm9Vi9jQREWlhzQ4Ll8vF9OnTGTlyJAMHDjzr+2VlZTFv3rzmfhjxMm9uOsicd7ZwusFJhzbBvDQhlZG9O5g9S0REWkmzj0Luu+8+Pv74Y9auXUtcXNxZ3+/nHrGIj4/XUYiPqa1v5PfvbOGtvEMAXNS7Ay/cnkrHiGCTl4mIiDu06FHI5MmT+eCDD/j6669/MSoAgoODCQ7WnYsvKz5qJ3NJHruP1WC1wMyr+nLfZb119CEi4oeaFBaGYTBlyhTefvttvvrqKxISElpql3gBwzBYtqGUue9txdHoIjYymIUT0hjeM9rsaSIiYpImhUVmZiY5OTm8++67REREcPToUQCioqIIDdVrEviTakcjj75dxLsFhwG4tG9Hnh+fQnQbPTolIuLPmvQcC4vl5x/afu2117jrrrvO6e/Qj5t6v62HK5mck8/eihpsVgsPXN2P317SE6uOPkREfFaLPMfiPF7yQnyAYRi88cMBHv9gG/WNLrpEhbAoI43B3c/+48YiIuJf9LtC5JzY6xqYvbKID4uOADCqfwzP3JZCu/Agk5eJiIgnUVjIr9p88BSTc/I5cKKWAKuFWdcm8h8XJZz1aExERPyXwkLOyjAM/rZuH/M/2k6D06Br21CyM9JI69bO7GkiIuKhFBbysyprG3jwzUI+21YGwOikWJ6+NYWosECTl4mIiCdTWMi/yD9wksk5+Rw6dZogm5VHrkvkzhE9dPQhIiK/SmEhZxiGwV++2cuCT4ppdBl0ax/G4ox0kuOizJ4mIiJeQmEhAJysqeeBFYWsLi4HYMygzmTdkkxkiI4+RETk3CkshI37TjAlN58jlXUEBVh57PoBTBreTUcfIiLSZAoLP+ZyGfzp690891kJTpdBzw7hZGekM6CLXhFVRESaR2HhpyqqHcxcXsjXJccAGJvahSduTqZNsD4lRESk+XQv4oe+33Ocqbn5lFc5CAm0Mu/GJMYPidfRh4iInDeFhR9xugwWf7mLFz8vwWVA75g2LM5Ip1+nCLOniYiIj1BY+InyqjpmLCvg213HAbhtcBx/uCmJsCB9CoiIiPvoXsUPfLurgmlLC6iodhAaaOOJsQO5dXCc2bNERMQHKSx8WKPTxcLVO1n05S4MA/rFRrB4Uhq9Y3T0ISIiLUNh4aPK7HVMyc1n/d4TAEwcFs/cG5IICbSZvExERHyZwsIHfbWjnJnLCzlRU094kI35tyRzU2pXs2eJiIgfUFj4kEani+dWlfDyV7sB6N85ksUZafTs2MbkZSIi4i8UFj7i8KnTTM3NZ+P+kwD82wXdeXRMfx19iIhIq1JY+IDV28u4f0Uhp2obiAgO4KlbBzFmUGezZ4mIiB9SWHix+kYXz3xazKvf7AUguWsU2RlpdI8ON3mZiIj4K4WFlyo9UcuU3HwKSk8BcNeIHsy+LpHgAB19iIiIeRQWXujTrUd5cEUh9rpGIkMCeGZcCqOTOpk9S0RERGHhTRyNTrI+KuZv6/YBkBrflkUT04hvH2buMBERkX9QWHiJ/cdrmJyTT9GhSgDuvTiBB0cnEhRgNXmZiIjI/1JYeIEPNx9h1srNVDkaaRsWyHPjUriyf6zZs0RERP6FwsKD1TU4eeLDbbzx/QEAhnRvx8KJaXRpG2ryMhERkZ+nsPBQe45Vk5mTz/YjdgB+d1kvZlzVl0Cbjj5ERMRzKSw80LsFh3jkrSJq6p20Dw/ihdtTubRvR7NniYiI/CqFhQc5Xe9k3vtbWbqhFIDhCe1ZODGN2MgQk5eJiIicG4WFh9hVXkXmknx2lFVhscCUy3sz9co+BOjoQ0REvIjCwgO8uekgc97ZwukGJx3aBPPi7alc1KeD2bNERESaTGFhotr6Rua8s5WVeQcBGNk7mhduTyUmQkcfIiLinRQWJtlxtIrfLdnE7mM1WC0wfVRfMi/vjc1qMXuaiIhIsyksWplhGCzbUMrc97biaHQRGxnMSxPSuKBntNnTREREzpvCohVVOxp59O0i3i04DMAlfTvywvgUotsEm7xMRETEPRQWrWTr4Uqm5OSzp6IGm9XC/Vf35T8v6YVVRx8iIuJDFBYtzDAM3vjhAI9/sI36Rhedo0JYNDGNIT3amz1NRETE7RQWLche18Dst4r4cPMRAK5MjOHZcSm0Cw8yeZmIiEjLUFi0kKKDlWTm5HHgRC0BVgsPX5PIby5OwGLR0YeIiPguhYWbGYbB6+v2Mf+jYuqdLrq2DWVRRhrp3dqZPU1ERKTFKSzcqLK2gYdWFvLp1jIArh4QyzO3pRAVFmjyMhERkdahsHCT/AMnmZyTz6FTpwm0WXjkuv7cNaKHjj5ERMSvKCzOk2EY/OWbvSz4pJhGl0G39mFkZ6QxKK6t2dNERERancLiPJysqeeBFYWsLi4HYExyZ7JuTSYyREcfIiLinxQWzbRx3wmm5uZzuLKOoAArc64fwB3Du+noQ0RE/JrCoolcLoM/fb2b5z4rwekySOgQTnZGGkldosyeJiIiYjqFRRMcr3Ywc3kha0qOAXBTaheevDmZNsH6ZxQREQGFxTn7Yc9xpi7Np8zuIDjAyh9uSmL8kHgdfYiIiPwThcWvcLoM/vjlLl74vASXAb06hvPHSYPp1ynC7GkiIiIeR2HxC8qr6pixrIBvdx0H4Nb0OB4fm0RYkP7ZREREfo7uIc/i210VTFtaQEW1g9BAG4+PHchtg+PMniUiIuLRFBY/4XQZvLR6J4u+2IlhQL/YCLIz0ugTq6MPERGRX6Ow+Cdl9jqm5ubzw94TAEwYGs/cG5IIDbKZvExERMQ7KCz+YU3JMWYuK+B4TT3hQTbm35LMTaldzZ4lIiLiVfw+LBqdLp5bVcLLX+0GoH/nSBZnpNGzYxuTl4mIiHgfvw6Lw6dOMzU3n437TwJwxwXd+P2YAYQE6uhDRESkOfw2LL4oLmPm8kJO1TYQERxA1q3JXD+oi9mzREREvJrfhUWD08Uzn+7gla/3AJDcNYrsjDS6R4ebvExERMT7+VVYHDxZy+ScfApKTwFw14gezL4ukeAAHX2IiIi4g9+Exadbj/LgikLsdY1EhgTwzLgURid1MnuWiIiIT/H5sHA0Onnq42Je+3YfAKnxbVk0MY349mHmDhMREfFBPh0WB47XkpmTR9GhSgDuvTiBB0cnEhRgNXmZiIiIb2rWPezixYvp0aMHISEhDB8+nPXr17t713n7qOgIYxZ+Q9GhStqGBfLXO4fw6JgBigoREZEW1OR72WXLljFz5kzmzp1LXl4eKSkpjB49mvLy8pbY12R1DU7mvLOF3y3Jo8rRyJDu7fho6sVc2T/W7GkiIiI+z2IYhtGUKwwfPpyhQ4eSnZ0NgMvlIj4+nilTpjBr1qxfvb7dbicqKorKykoiIyObt/os9lbUkLkkj21H7AD87rJezLiqL4E2PUohIiJyPs71/rtJz7Gor69n06ZNzJ49+8xlVquVUaNG8d133/3sdRwOBw6H40fDWsK7BYd45K0iauqdtA8P4oXbU7m0b8cW+VgiIiLy85r0v/IVFRU4nU5iY398rBAbG8vRo0d/9jpZWVlERUWdeYuPj2/+2rM4WlnHQ29upqbeyfCE9nw87WJFhYiIiAla/Ixg9uzZVFZWnnkrLS11+8foFBXCvBuTmHpFb5b8ZjixkSFu/xgiIiLy65p0FNKhQwdsNhtlZWU/urysrIxOnX7+xaaCg4MJDg5u/sJzNGFYtxb/GCIiIvLLmvSIRVBQEIMHD2b16tVnLnO5XKxevZoLL7zQ7eNERETEuzT5BbJmzpzJnXfeyZAhQxg2bBgvvvgiNTU13H333S2xT0RERLxIk8Pi9ttv59ixYzz22GMcPXqU1NRUPvnkk395QqeIiIj4nya/jsX5asnXsRAREZGWca7333rlKBEREXEbhYWIiIi4jcJCRERE3EZhISIiIm6jsBARERG3UViIiIiI2ygsRERExG0UFiIiIuI2CgsRERFxmya/pPf5+p8X+rTb7a39oUVERKSZ/ud++9desLvVw6KqqgqA+Pj41v7QIiIicp6qqqqIioo665+3+u8KcblcHD58mIiICCwWi9v+XrvdTnx8PKWlpfodJB5At4fn0W3iWXR7eBbdHr/OMAyqqqro0qULVuvZn0nR6o9YWK1W4uLiWuzvj4yM1CeFB9Ht4Xl0m3gW3R6eRbfHL/ulRyr+h568KSIiIm6jsBARERG38ZmwCA4OZu7cuQQHB5s9RdDt4Yl0m3gW3R6eRbeH+7T6kzdFRETEd/nMIxYiIiJiPoWFiIiIuI3CQkRERNxGYSEiIiJu4zNhsXjxYnr06EFISAjDhw9n/fr1Zk/yS1lZWQwdOpSIiAhiYmIYO3YsO3bsMHuW/MNTTz2FxWJh+vTpZk/xW4cOHeKOO+4gOjqa0NBQkpOT2bhxo9mz/JbT6WTOnDkkJCQQGhpKr169ePzxx3/192HI2flEWCxbtoyZM2cyd+5c8vLySElJYfTo0ZSXl5s9ze+sWbOGzMxMvv/+e1atWkVDQwNXX301NTU1Zk/zexs2bODPf/4zgwYNMnuK3zp58iQjR44kMDCQjz/+mG3btvHcc8/Rrl07s6f5rQULFvDyyy+TnZ3N9u3bWbBgAU8//TSLFi0ye5rX8okfNx0+fDhDhw4lOzsb+PvvI4mPj2fKlCnMmjXL5HX+7dixY8TExLBmzRouueQSs+f4rerqatLT0/njH//IE088QWpqKi+++KLZs/zOrFmz+Pbbb/nmm2/MniL/cP311xMbG8tf//rXM5fdeuuthIaG8sYbb5i4zHt5/SMW9fX1bNq0iVGjRp25zGq1MmrUKL777jsTlwlAZWUlAO3btzd5iX/LzMxkzJgxP/o6kdb33nvvMWTIEMaNG0dMTAxpaWm8+uqrZs/yayNGjGD16tWUlJQAUFhYyNq1a7n22mtNXua9Wv2XkLlbRUUFTqeT2NjYH10eGxtLcXGxSasE/v7I0fTp0xk5ciQDBw40e47fWrp0KXl5eWzYsMHsKX5vz549vPzyy8ycOZNHHnmEDRs2MHXqVIKCgrjzzjvNnueXZs2ahd1uJzExEZvNhtPp5Mknn2TSpElmT/NaXh8W4rkyMzPZsmULa9euNXuK3yotLWXatGmsWrWKkJAQs+f4PZfLxZAhQ5g/fz4AaWlpbNmyhT/96U8KC5MsX76cJUuWkJOTQ1JSEgUFBUyfPp0uXbroNmkmrw+LDh06YLPZKCsr+9HlZWVldOrUyaRVMnnyZD744AO+/vpr4uLizJ7jtzZt2kR5eTnp6elnLnM6nXz99ddkZ2fjcDiw2WwmLvQvnTt3ZsCAAT+6rH///qxcudKkRfLggw8ya9YsJkyYAEBycjL79+8nKytLYdFMXv8ci6CgIAYPHszq1avPXOZyuVi9ejUXXnihicv8k2EYTJ48mbfffpsvvviChIQEsyf5tSuvvJKioiIKCgrOvA0ZMoRJkyZRUFCgqGhlI0eO/Jcfvy4pKaF79+4mLZLa2lqs1h/fFdpsNlwul0mLvJ/XP2IBMHPmTO68806GDBnCsGHDePHFF6mpqeHuu+82e5rfyczMJCcnh3fffZeIiAiOHj0KQFRUFKGhoSav8z8RERH/8vyW8PBwoqOj9bwXE8yYMYMRI0Ywf/58xo8fz/r163nllVd45ZVXzJ7mt2644QaefPJJunXrRlJSEvn5+Tz//PPcc889Zk/zXoaPWLRokdGtWzcjKCjIGDZsmPH999+bPckvAT/79tprr5k9Tf7h0ksvNaZNm2b2DL/1/vvvGwMHDjSCg4ONxMRE45VXXjF7kl+z2+3GtGnTjG7duhkhISFGz549jUcffdRwOBxmT/NaPvE6FiIiIuIZvP45FiIiIuI5FBYiIiLiNgoLERERcRuFhYiIiLiNwkJERETcRmEhIiIibqOwEBEREbdRWIiIiIjbKCxERETEbRQWIiIi4jYKCxEREXEbhYWIiIi4zf8HL5o39yXz6cwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5ccf0503-82ab-452b-88a2-7a8975839fb6",
   "metadata": {
    "tags": []
   },
   "source": [
    "## 图和子图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "87a63cff-43aa-4239-bf6d-e9edba994277",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax2 = fig.add_subplot(2, 2, 2)\n",
    "ax3 = fig.add_subplot(2, 2, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "44a8c834-18bb-4dee-a31a-47871a4e23e7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x7f006648a440>]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax3.plot(np.random.standard_normal(50).cumsum(), color=\"black\", linestyle=\"dashed\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "dd1dd409-d4fa-4b1a-8acc-e78cbed86db6",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 3 Axes>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ax1.hist(np.random.standard_normal(100), bins=20, color=\"black\", alpha=0.3);\n",
    "ax2.scatter(np.arange(30), np.arange(30) + 3 * np.random.standard_normal(30));\n",
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "dc75f2c3-d5b1-4acf-9450-b98d4be9fadf",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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//v3q6OhQIBDQ17/+dX300Ufj3jzgxI4dOyRJdXV1ZBdWIbvANYxD5eXlpra2Nvk4kUiYwsJC09jYOKb1V69eNTNnzjRbt24d8zmj0aiRZKLRqNPtAkllZWUpOSK7sAXZha2ykaNpTkpOPB5XZ2en6uvrk2O5ubkKBoPq6OgY03N8/PHH+vTTT3XLLbcMO6evr099fX3Jx7FYzMk2gUHi8bjC4XDKGNmFDcgukMrRW0W9vb1KJBLy+/0p436/Xz09PWN6jrq6OhUWFioYDA47p7GxUT6fL3kEAgEn2wQGGcju9cgupjqyC6Sa0G8VvfDCC2pra9POnTvl9XqHnVdfX69oNJo8uru7J3CXwGBkF7Yiu7jROHqrKD8/Xy6XS5FIJGU8EomooKBgxLUbN27UCy+8oD/96U+69957R5zr8Xjk8XicbA0Y0UB2r//NlexiqiO7QCpHr7i43W6VlZWpvb09Odbf36/29nZVVlYOu+7FF1/U+vXrtWfPHt1///3p7xZIk9vtVmlpacoY2YUNyC6QyvFbRaFQSM3Nzdq6dauOHz+up59+WpcvX9by5cslScuWLUv58O4vf/lLrV27Vi0tLSouLlZPT496enp06dKlzP1fAGNQW1srSdq2bRvZhVXILnCNdL6KtGnTJlNUVGTcbrcpLy83Bw8eTP5bVVWVqampST6eO3eukTToaGhoGPP5+FoeMmEgR4FAgOzCKmQXtspGjnKMMWZCm1IaYrGYfD6fotGo8vLyJns7sNRk5IjsIhPILmyVjRxxryIAAGANigsAALAGxQUAAFiD4gIAAKxBcQEAANaguAAAAGtQXAAAgDUoLgAAwBoUFwAAYA2KCwAAsAbFBQAAWIPiAgAArEFxAQAA1qC4AAAAa1BcAACANSguAADAGhQXAABgDYoLAACwBsUFAABYg+ICAACsQXEBAADWoLgAAABrUFwAAIA10iouTU1NKi4ultfrVUVFhQ4dOjTi/N///veaP3++vF6vSkpKtHv37rQ2C2RCSUkJ2YWVyC6QRnHZvn27QqGQGhoa1NXVpQULFqi6ulrnz58fcv57772nxx9/XE888YQOHz6sxYsXa/HixXr//ffHvXnAiR07dkiS6urqyC6sQnaBaxiHysvLTW1tbfJxIpEwhYWFprGxccj53/rWt8wjjzySMlZRUWG+//3vj/mc0WjUSDLRaNTpdoGksrKylByRXdiC7MJW2cjRNCclJx6Pq7OzU/X19cmx3NxcBYNBdXR0DLmmo6NDoVAoZay6ulpvvfXWsOfp6+tTX19f8nE0GpUkxWIxJ9sFkuLxuMLhsCTJGCOJ7MIOZBc2G8jPQHYzwVFx6e3tVSKRkN/vTxn3+/06ceLEkGt6enqGnN/T0zPseRobG7Vu3bpB44FAwMl2gSH93//9n3w+nySyC7uQXdjq2uyOl6PiMlHq6+tTflu4cOGC5s6dq7Nnz2bsf/xGE4vFFAgE1N3drby8vMnezpRz7tw5zZ8/X5J0yy23ZO08ZNc5sjsysjt1kd3RRaNRFRUVZTS7jopLfn6+XC6XIpFIyngkElFBQcGQawoKChzNlySPxyOPxzNo3OfzEY5R5OXlcY2G4PV65XK5lEgklJv7+WfSye7UQXaHRnanPrI7umuzO+7ncjLZ7XarrKxM7e3tybH+/n61t7ersrJyyDWVlZUp8yVp3759w84HssHtdqu0tDRljOzCBmQXuI7TT/O2tbUZj8djWltbzbFjx8zKlSvNrFmzTE9PjzHGmKVLl5o1a9Yk57/77rtm2rRpZuPGjeb48eOmoaHBTJ8+3Rw5cmTM5+TT7aPjGo2upaXFSDKbN28mu1MI12h0ZHdq4hqNLhvXyHFxMcaYTZs2maKiIuN2u015ebk5ePBg8t+qqqpMTU1NyvzXX3/d3HHHHcbtdpu7777b7Nq1y9H5rly5YhoaGsyVK1fS2e6/BK7R6K5cuWL+4z/+wwQCAbI7hXCNRkd2pyau0eiycY1yjMngd5QAAACyiHsVAQAAa1BcAACANSguAADAGhQXAABgjSlTXJqamlRcXMwt20fg5Bq1trYqJycn5fB6vRO424n1zjvvaNGiRSosLFROTs6I92QZcODAAd13333yeDy6/fbb1dramta5ye7oyO7wyO7URnaHN2nZzdj3k8ahra3NuN1u09LSYo4ePWpWrFhhZs2aZSKRyJDz3333XeNyucyLL75ojh07Zn760586/hsFtnF6jbZs2WLy8vLMuXPnksfA33y4Ee3evds8++yz5s033zSSzM6dO0ecf+rUKXPTTTeZUChkjh07ZjZt2mRcLpfZs2ePo/OS3dGR3ZGR3amL7I5ssrI7JYpLeXm5qa2tTT6eiFu228bpNdqyZYvx+XwTtLupZSw/QM8884y5++67U8aWLFliqqurHZ2L7I6O7I4d2Z1ayO7YTWR2J/2tong8rs7OTgWDweTYWG7Zfu186bNbtg8333bpXCNJunTpkubOnatAIKBvfOMbOnr06ERs1wqZyBDZHR3ZzTyyOzHIbuZlKkOTXlx6e3uVSCQc3YI9nVu22yyda3TnnXeqpaVFf/jDH/S73/1O/f39Wrhwof7+979PxJanvOEyFIvF9Mknn4zpOcju6Mhu5pHdiUF2My8T2ZUc3h0a9qisrEy5odrChQt111136de//rXWr18/iTsDRkZ2YSuyOzEm/RWX/Px8uVwuR7dgT+eW7TZL5xpdb/r06fryl7+sDz74IBtbtM5wGcrLy9OMGTPG9Bxkd3RkN/PI7sQgu5mXiexKU6C4uN1ulZWVpdyCnVu2p0rnGl0vkUjoyJEjmjNnTra2aZVMZIjsjo7sZh7ZnRhkN/MyliGnnxzOhra2NuPxeExra+uE3bLdNk6v0bp168zevXvNhx9+aDo7O81jjz1mvF6vOXr06GT9L2TVxYsXzeHDh83hw4eNJPPSSy+Zw4cPm7/97W/GGGPWrFljli5dmpw/8LW8H//4x+b48eOmqakp7a+Ukt2Rkd2Rkd2pi+yObLKyOyWKizHGbNq0yRQVFU3YLdtt5OQarVq1KjnX7/ebhx9+2HR1dU3CrifG/v37jaRBx8A1qampMVVVVYPWlJaWGrfbbebNm2e2bNmS1rnJ7ujI7vDI7tRGdoc3WdnNMcaYtF/3AQAAmECT/hkXAACAsaK4AAAAa1BcAACANSguAADAGhQXAABgDYoLAACwBsUFAABYg+ICAACs4bi4vPPOO1q0aJEKCwuVk5Ojt956a9Q1Bw4c0H333SePx6Pbb79dra2taWwVGB+yC1uRXeBzjovL5cuXtWDBAjU1NY1p/unTp/XII4/ooYceUjgc1qpVq/Tkk09q7969jjcLjAfZha3ILvC5cf3J/5ycHO3cuVOLFy8edk5dXZ127dql999/Pzn22GOP6cKFC9qzZ8+Qa/r6+tTX15d83N/fr3/84x/6whe+oJycnHS3i39xxhhdvHhRhYWFcrlcZBfWILuw1bXZzc3NzKdTpmXkWUbQ0dGhYDCYMlZdXa1Vq1YNu6axsVHr1q3L8s7wr6q7u3tM88guphqyC1t1d3fri1/8YkaeK+vFpaenR36/P2XM7/crFovpk08+0YwZMwatqa+vVygUSj6ORqMqKipSd3e38vLysr1l3KBisZgCgYBmzpw5pvlkF1MF2YWtnGZ3LLJeXNLh8Xjk8XgGjefl5fEDhHHL5sveZBfZRHZhq0xmN+tfhy4oKFAkEkkZi0QiysvLG7L1A1MF2YWtyC5uZFkvLpWVlWpvb08Z27dvnyorK7N9amBcyC5sRXZxI3NcXC5duqRwOKxwOCzps6/dhcNhnT17VtJn75MuW7YsOf+pp57SqVOn9Mwzz+jEiRN65ZVX9Prrr2v16tWZ+T8AxujSpUuSpL/85S+SyC7sQXaBaxiH9u/fbyQNOmpqaowxxtTU1JiqqqpBa0pLS43b7Tbz5s0zW7ZscXTOaDRqJJloNOp0u0DS22+/TXZhJbILW2UjR+P6Oy4TJRaLyefzKRqN8iExpG0yckR2kQlkF7bKRo64VxEAALAGxQUAAFiD4gIAAKxBcQEAANaguAAAAGtQXAAAgDUoLgAAwBoUFwAAYA2KCwAAsAbFBQAAWIPiAgAArEFxAQAA1qC4AAAAa1BcAACANSguAADAGhQXAABgDYoLAACwBsUFAABYg+ICAACsQXEBAADWoLgAAABrUFwAAIA10iouTU1NKi4ultfrVUVFhQ4dOjTi/Jdffll33nmnZsyYoUAgoNWrV+vKlStpbRgYr5KSErILK5FdQJJxqK2tzbjdbtPS0mKOHj1qVqxYYWbNmmUikciQ81977TXj8XjMa6+9Zk6fPm327t1r5syZY1avXj3mc0ajUSPJRKNRp9sFklpaWowk09TURHZhFbILW2UjR46LS3l5uamtrU0+TiQSprCw0DQ2Ng45v7a21nz1q19NGQuFQuaBBx4Y8zn5AUImlJWVpeSI7MIWZBe2ykaOHL1VFI/H1dnZqWAwmBzLzc1VMBhUR0fHkGsWLlyozs7O5Muap06d0u7du/Xwww8Pe56+vj7FYrGUAxiPeDyucDicMkZ2YQOyC6Sa5mRyb2+vEomE/H5/yrjf79eJEyeGXPPtb39bvb29+spXviJjjK5evaqnnnpKP/nJT4Y9T2Njo9atW+dka8CIBrJ7PbKLqY7sAqmy/q2iAwcOaMOGDXrllVfU1dWlN998U7t27dL69euHXVNfX69oNJo8uru7s71NYBCyC1uRXdzIHL3ikp+fL5fLpUgkkjIeiURUUFAw5Jq1a9dq6dKlevLJJyV99qn4y5cva+XKlXr22WeVmzu4O3k8Hnk8HidbA0Y0kN3rf3Mlu5jqyC6QytErLm63W2VlZWpvb0+O9ff3q729XZWVlUOu+fjjjwf9kLhcLkmSMcbpfoG0uN1ulZaWpoyRXdiA7AKpHL9VFAqF1NzcrK1bt+r48eN6+umndfnyZS1fvlyStGzZMtXX1yfnL1q0SJs3b1ZbW5tOnz6tffv2ae3atVq0aFHyBwmYCLW1tZKkbdu2kV1YhewC10jnq0ibNm0yRUVFxu12m/LycnPw4MHkv1VVVZmamprk408//dT87Gc/M7fddpvxer0mEAiYH/zgB+af//znmM/H1/KQCQM5CgQCZBdWIbuwVTZylGPM1H/dMBaLyefzKRqNKi8vb7K3A0tNRo7ILjKB7MJW2cgR9yoCAADWoLgAAABrUFwAAIA1KC4AAMAaFBcAAGANigsAALAGxQUAAFiD4gIAAKxBcQEAANaguAAAAGtQXAAAgDUoLgAAwBoUFwAAYA2KCwAAsAbFBQAAWIPiAgAArEFxAQAA1qC4AAAAa1BcAACANSguAADAGhQXAABgDYoLAACwBsUFAABYI63i0tTUpOLiYnm9XlVUVOjQoUMjzr9w4YJqa2s1Z84ceTwe3XHHHdq9e3daGwbGq6SkhOzCSmQXSKO4bN++XaFQSA0NDerq6tKCBQtUXV2t8+fPDzk/Ho/ra1/7ms6cOaM33nhDJ0+eVHNzs2699dZxbx5wYseOHZKkuro6sgurkF3gGsah8vJyU1tbm3ycSCRMYWGhaWxsHHL+5s2bzbx580w8Hh/zOa5cuWKi0Wjy6O7uNpJMNBp1ul0gqaysLCVHZBe2ILuwVTQazXiOHL3iEo/H1dnZqWAwmBzLzc1VMBhUR0fHkGv++Mc/qrKyUrW1tfL7/brnnnu0YcMGJRKJYc/T2Ngon8+XPAKBgJNtAoPE43GFw+GUMbILG5BdIJWj4tLb26tEIiG/358y7vf71dPTM+SaU6dO6Y033lAikdDu3bu1du1a/epXv9Lzzz8/7Hnq6+sVjUaTR3d3t5NtAoMMZPd6ZBdTHdkFUk3L9gn6+/s1e/Zs/eY3v5HL5VJZWZk++ugj/dd//ZcaGhqGXOPxeOTxeLK9NWBEZBe2Iru4kTkqLvn5+XK5XIpEIinjkUhEBQUFQ66ZM2eOpk+fLpfLlRy766671NPTo3g8Lrfbnca2AWcGsnv9b65kF1Md2QVSOXqryO12q6ysTO3t7cmx/v5+tbe3q7Kycsg1DzzwgD744AP19/cnx/76179qzpw5/PBgwrjdbpWWlqaMkV3YgOwC13H6ad62tjbj8XhMa2urOXbsmFm5cqWZNWuW6enpMcYYs3TpUrNmzZrk/LNnz5qZM2eaH/7wh+bkyZPm7bffNrNnzzbPP//8mM+ZjU8l419PS0uLkWQ2b95MdmEVsgtbZSNHjouLMcZs2rTJFBUVGbfbbcrLy83BgweT/1ZVVWVqampS5r/33numoqLCeDweM2/ePPOLX/zCXL16dczn4wcImTCQo0AgQHZhFbILW2UjRznGGDM5r/WMXSwWk8/nUzQaVV5e3mRvB5aajByRXWQC2YWtspEj7lUEAACsQXEBAADWoLgAAABrUFwAAIA1KC4AAMAaFBcAAGANigsAALAGxQUAAFiD4gIAAKxBcQEAANaguAAAAGtQXAAAgDUoLgAAwBoUFwAAYA2KCwAAsAbFBQAAWIPiAgAArEFxAQAA1qC4AAAAa1BcAACANSguAADAGhQXAABgjbSKS1NTk4qLi+X1elVRUaFDhw6NaV1bW5tycnK0ePHidE4LZERJSQnZhZXILpBGcdm+fbtCoZAaGhrU1dWlBQsWqLq6WufPnx9x3ZkzZ/SjH/1IDz74YNqbBcZjx44dkqS6ujqyC6uQXeBzjovLSy+9pBUrVmj58uX60pe+pFdffVU33XSTWlpahl2TSCT0ne98R+vWrdO8efPGtWEgXU1NTZKk7373u2QXViG7wOccFZd4PK7Ozk4Fg8HPnyA3V8FgUB0dHcOu+/nPf67Zs2friSeeGNN5+vr6FIvFUg5gPOLxuMLhcMoY2YUNyC6QylFx6e3tVSKRkN/vTxn3+/3q6ekZcs2f//xn/fa3v1Vzc/OYz9PY2Cifz5c8AoGAk20Cgwxk93pkF1Md2QVSZfVbRRcvXtTSpUvV3Nys/Pz8Ma+rr69XNBpNHt3d3VncJTAY2YWtyC5udNOcTM7Pz5fL5VIkEkkZj0QiKigoGDT/ww8/1JkzZ7Ro0aLkWH9//2cnnjZNJ0+e1G233TZoncfjkcfjcbI1YEQD2b3+N1eyi6mO7AKpHL3i4na7VVZWpvb29uRYf3+/2tvbVVlZOWj+/PnzdeTIEYXD4eTx6KOP6qGHHlI4HOalSEwYt9ut0tLSlDGyCxuQXSCVo1dcJCkUCqmmpkb333+/ysvL9fLLL+vy5ctavny5JGnZsmW69dZb1djYKK/Xq3vuuSdl/axZsyRp0DiQbbW1tfre976nbdu2qaqqiuzCGmQX+Jzjz7gsWbJEGzdu1HPPPafS0lKFw2Ht2bMn+YHds2fP6ty5cxnfKDBe3/zmNyVJGzZsILuwCtkFPpdjjDGTvYnRxGIx+Xw+RaNR5eXlTfZ2YKnJyBHZRSaQXdgqGzniXkUAAMAaFBcAAGANigsAALAGxQUAAFiD4gIAAKxBcQEAANaguAAAAGtQXAAAgDUoLgAAwBoUFwAAYA2KCwAAsAbFBQAAWIPiAgAArEFxAQAA1qC4AAAAa1BcAACANSguAADAGhQXAABgDYoLAACwBsUFAABYg+ICAACsQXEBAADWoLgAAABrpFVcmpqaVFxcLK/Xq4qKCh06dGjYuc3NzXrwwQd188036+abb1YwGBxxPpBtJSUlZBdWIrtAGsVl+/btCoVCamhoUFdXlxYsWKDq6mqdP39+yPkHDhzQ448/rv3796ujo0OBQEBf//rX9dFHH41784ATO3bskCTV1dWRXViF7ALXMA6Vl5eb2tra5ONEImEKCwtNY2PjmNZfvXrVzJw502zdunXM54xGo0aSiUajTrcLJJWVlaXkiOzCFmQXtspGjqY5KTnxeFydnZ2qr69PjuXm5ioYDKqjo2NMz/Hxxx/r008/1S233DLsnL6+PvX19SUfx2IxJ9sEBonH4wqHwyljZBc2ILtAKkdvFfX29iqRSMjv96eM+/1+9fT0jOk56urqVFhYqGAwOOycxsZG+Xy+5BEIBJxsExhkILvXI7uY6sgukGpCv1X0wgsvqK2tTTt37pTX6x12Xn19vaLRaPLo7u6ewF0Cg5Fd2Irs4kbj6K2i/Px8uVwuRSKRlPFIJKKCgoIR127cuFEvvPCC/vSnP+nee+8dca7H45HH43GyNWBEA9m9/jdXsoupjuwCqRy94uJ2u1VWVqb29vbkWH9/v9rb21VZWTnsuhdffFHr16/Xnj17dP/996e/WyBNbrdbpaWlKWNkFzYgu0Aqx28VhUIhNTc3a+vWrTp+/LiefvppXb58WcuXL5ckLVu2LOXDu7/85S+1du1atbS0qLi4WD09Perp6dGlS5cy938BjEFtba0kadu2bWQXViG7wDXS+SrSpk2bTFFRkXG73aa8vNwcPHgw+W9VVVWmpqYm+Xju3LlG0qCjoaFhzOfja3nIhIEcBQIBsgurkF3YKhs5yjHGmAltSmmIxWLy+XyKRqPKy8ub7O3AUpORI7KLTCC7sFU2csS9igAAgDUoLgAAwBoUFwAAYA2KCwAAsAbFBQAAWIPiAgAArEFxAQAA1qC4AAAAa1BcAACANSguAADAGhQXAABgDYoLAACwBsUFAABYg+ICAACsQXEBAADWoLgAAABrUFwAAIA1KC4AAMAaFBcAAGANigsAALAGxQUAAFiD4gIAAKxBcQEAANZIq7g0NTWpuLhYXq9XFRUVOnTo0Ijzf//732v+/Pnyer0qKSnR7t2709oskAklJSVkF1Yiu0AaxWX79u0KhUJqaGhQV1eXFixYoOrqap0/f37I+e+9954ef/xxPfHEEzp8+LAWL16sxYsX6/333x/35gEnduzYIUmqq6sju7AK2QU+l2OMMU4WVFRU6N/+7d/0P//zP5Kk/v5+BQIB/ed//qfWrFkzaP6SJUt0+fJlvf3228mxf//3f1dpaaleffXVIc/R19envr6+5ONoNKqioiJ1d3crLy/PyXaBpKqqKoXDYV24cEE+n4/swhpkF7aKxWIKBALJ7GaEcaCvr8+4XC6zc+fOlPFly5aZRx99dMg1gUDA/Pd//3fK2HPPPWfuvffeYc/T0NBgJHFwZOX48MMPyS6HlQfZ5bD1uDa74zVNDvT29iqRSMjv96eM+/1+nThxYsg1PT09Q87v6ekZ9jz19fUKhULJxxcuXNDcuXN19uzZzDW2G8xAq+W3o6GdO3dO8+fPlyTdcsstyXGyO/nI7sjI7tRFdkc38MrdtdkdL0fFZaJ4PB55PJ5B4z6fj3CMIi8vj2s0hEuXLiX/Ozc3e1+mI7vpI7tDI7tTH9kdXSaz6+iZ8vPz5XK5FIlEUsYjkYgKCgqGXFNQUOBoPpANA9m9HtnFVEd2gVSOiovb7VZZWZna29uTY/39/Wpvb1dlZeWQayorK1PmS9K+ffuGnQ9kg9vtVmlpacoY2YUNyC5wHacfimlrazMej8e0traaY8eOmZUrV5pZs2aZnp4eY4wxS5cuNWvWrEnOf/fdd820adPMxo0bzfHjx01DQ4OZPn26OXLkyJjPeeXKFdPQ0GCuXLnidLv/MrhGo/vf//1f43K5THNzM9mdQrhGoyO7UxPXaHTZuEaOi4sxxmzatMkUFRUZt9ttysvLzcGDB5P/VlVVZWpqalLmv/766+aOO+4wbrfb3H333WbXrl3j2jSQLrILW5Fd4DOO/44LAADAZOFeRQAAwBoUFwAAYA2KCwAAsAbFBQAAWGPKFJempiYVFxdzy/YROLlGra2tysnJSTm8Xu8E7nZivfPOO1q0aJEKCwuVk5Ojt956a9Q1Bw4c0H333SePx6Pbb79dra2taZ2b7I6O7A6P7E5tZHd4k5bdyf5akzGf/W0Yt9ttWlpazNGjR82KFSvMrFmzTCQSGXL+u+++a1wul3nxxRfNsWPHzE9/+lPHf6PANk6v0ZYtW0xeXp45d+5c8hj4mw83ot27d5tnn33WvPnmm0bSoBuBXu/UqVPmpptuMqFQyBw7dsxs2rTJuFwus2fPHkfnJbujI7sjI7tTF9kd2WRld0oUl/LyclNbW5t8nEgkTGFhoWlsbBxy/re+9S3zyCOPpIxVVFSY73//+1nd52Ryeo22bNlifD7fBO1uahnLD9Azzzxj7r777pSxJUuWmOrqakfnIrujI7tjR3anFrI7dhOZ3Ul/qygej6uzs1PBYDA5lpubq2AwqI6OjiHXdHR0pMyXpOrq6mHn2y6dayR9dnO2uXPnKhAI6Bvf+IaOHj06Edu1QiYyRHZHR3Yzj+xODLKbeZnK0KQXl97eXiUSCUe3YE/nlu02S+ca3XnnnWppadEf/vAH/e53v1N/f78WLlyov//97xOx5SlvuAzFYjF98sknY3oOsjs6spt5ZHdikN3My0R2JWlapjeGqaGysjLlhmoLFy7UXXfdpV//+tdav379JO4MGBnZha3I7sSY9FdcBm7Z7uQW7P9qt2xP5xpdb/r06fryl7+sDz74IBtbtM5wGcrLy9OMGTPG9Bxkd3RkN/PI7sQgu5mXiexKU6C4uN1ulZWVpdyCnVu2p0rnGl0vkUjoyJEjmjNnTra2aZVMZIjsjo7sZh7ZnRhkN/MyliGnnxzOhra2NuPxeExra+uE3bLdNk6v0bp168zevXvNhx9+aDo7O81jjz1mvF6vOXr06GT9L2TVxYsXzeHDh83hw4eNJPPSSy+Zw4cPm7/97W/GGGPWrFljli5dmpw/8LW8H//4x+b48eOmqakp7a+Ukt2Rkd2Rkd2pi+yObLKyOyWKizHcsn0snFyjVatWJef6/X7z8MMPm66urknY9cTYv3+/kTToGLgmNTU1pqqqatCa0tJS43a7zbx588yWLVvSOjfZHR3ZHR7ZndrI7vAmK7s5xhiT9us+AAAAE2jSP+MCAAAwVhQXAABgDYoLAACwBsUFAABYg+ICAACsQXEBAADWoLgAAABrUFwAAIA1KC4AAMAaFBcAAGANigsAALDG/wPzKBTOKCFwUQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(2, 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "4292cdb4-ae19-4315-af27-393ca8ce6ff0",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[<AxesSubplot: >, <AxesSubplot: >, <AxesSubplot: >],\n",
       "       [<AxesSubplot: >, <AxesSubplot: >, <AxesSubplot: >]], dtype=object)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "axes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6ebd545a-1523-4a9c-8017-0bcbe63df983",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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